Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 1033 |
| Missing cells | 1767 |
| Missing cells (%) | 4.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 282.6 KiB |
| Average record size in memory | 280.1 B |
Variable types
| Categorical | 5 |
|---|---|
| Boolean | 17 |
| Numeric | 13 |
desertion is highly correlated with Progress | High correlation |
Student Visa is highly correlated with British and 1 other fields | High correlation |
British is highly correlated with Student Visa | High correlation |
Progress is highly correlated with desertion | High correlation |
Bursary is highly correlated with Polar 4 Score | High correlation |
A Levels is highly correlated with Btec | High correlation |
Btec is highly correlated with A Levels | High correlation |
SLC is highly correlated with Student Visa | High correlation |
Polar 4 Score is highly correlated with Bursary | High correlation |
Course is highly correlated with UCAS and 1 other fields | High correlation |
UCAS is highly correlated with Course and 2 other fields | High correlation |
25 Above is highly correlated with UCAS | High correlation |
Disability is highly correlated with Bursary | High correlation |
desertion is highly correlated with UCAS and 9 other fields | High correlation |
British is highly correlated with English native Language and 3 other fields | High correlation |
English native Language is highly correlated with British | High correlation |
SLC is highly correlated with British and 1 other fields | High correlation |
Care Leaver is highly correlated with Refugee and 1 other fields | High correlation |
Student Visa is highly correlated with British and 2 other fields | High correlation |
Refugee is highly correlated with Care Leaver | High correlation |
London Permanent Residence is highly correlated with British and 1 other fields | High correlation |
UCAS Points is highly correlated with English and 1 other fields | High correlation |
English is highly correlated with UCAS Points and 1 other fields | High correlation |
Maths is highly correlated with UCAS Points and 1 other fields | High correlation |
A Levels is highly correlated with Btec | High correlation |
Btec is highly correlated with A Levels | High correlation |
Bursary is highly correlated with Disability | High correlation |
Attendance is highly correlated with desertion and 3 other fields | High correlation |
AWM year 1 is highly correlated with desertion and 2 other fields | High correlation |
AWM year 2 is highly correlated with Course and 5 other fields | High correlation |
AWM year 3 is highly correlated with desertion and 6 other fields | High correlation |
Overall AWM is highly correlated with desertion and 7 other fields | High correlation |
Progress is highly correlated with desertion and 7 other fields | High correlation |
First Sit is highly correlated with desertion and 2 other fields | High correlation |
Second Sit is highly correlated with First Sit and 1 other fields | High correlation |
Fails is highly correlated with desertion and 4 other fields | High correlation |
No Submissions is highly correlated with First Sit and 1 other fields | High correlation |
Pass is highly correlated with desertion and 4 other fields | High correlation |
Ethnicity has 13 (1.3%) missing values | Missing |
British has 71 (6.9%) missing values | Missing |
English native Language has 69 (6.7%) missing values | Missing |
Parent He attendance has 37 (3.6%) missing values | Missing |
Polar 4 Score has 231 (22.4%) missing values | Missing |
Care Leaver has 158 (15.3%) missing values | Missing |
Student Visa has 69 (6.7%) missing values | Missing |
UCAS Points has 54 (5.2%) missing values | Missing |
English has 160 (15.5%) missing values | Missing |
Maths has 161 (15.6%) missing values | Missing |
A Levels has 60 (5.8%) missing values | Missing |
Btec has 109 (10.6%) missing values | Missing |
Bursary has 162 (15.7%) missing values | Missing |
AWM year 2 has 110 (10.6%) missing values | Missing |
AWM year 3 has 269 (26.0%) missing values | Missing |
Second Sit has 208 (20.1%) zeros | Zeros |
Fails has 848 (82.1%) zeros | Zeros |
No Submissions has 423 (40.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-08-09 20:59:10.710178 |
|---|---|
| Analysis finished | 2022-08-09 20:59:57.937242 |
| Duration | 47.23 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 2 |
| Missing (%) | 0.2% |
| Memory size | 8.2 KiB |
| BA | |
|---|---|
| ba | |
| BA Business Management Enterpreneurship and Innovation | |
| BA Business Management | |
| Ba Business Management Finance | 39 |
| Other values (6) |
Length
| Max length | 55 |
|---|---|
| Median length | 2 |
| Mean length | 10.39185257 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10714 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | BA Business Manangement Enterpreneurship and Innovation |
|---|---|
| 2nd row | BA Business Management |
| 3rd row | BA Business Management Enterpreneurship and Innovation |
| 4th row | BA Business Management |
| 5th row | BA Business Management Enterpreneurship and Innovation |
Common Values
| Value | Count | Frequency (%) |
| BA | 395 | |
| ba | 380 | |
| BA Business Management Enterpreneurship and Innovation | 86 | 8.3% |
| BA Business Management | 63 | 6.1% |
| Ba Business Management Finance | 39 | 3.8% |
| BA Business Management Marketing | 37 | 3.6% |
| BA Business Management International Business | 12 | 1.2% |
| MBA | 11 | 1.1% |
| Ba | 4 | 0.4% |
| BA Business Manangement Enterpreneurship and Innovation | 3 | 0.3% |
| (Missing) | 2 | 0.2% |
Length
| Value | Count | Frequency (%) |
| ba | 1020 | |
| business | 253 | 13.5% |
| management | 238 | 12.7% |
| enterpreneurship | 89 | 4.7% |
| and | 89 | 4.7% |
| innovation | 89 | 4.7% |
| finance | 39 | 2.1% |
| marketing | 38 | 2.0% |
| international | 12 | 0.6% |
| mba | 11 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1424 | |
| a | 1184 | |
| e | 1091 | |
| B | 904 | 8.4% |
| 850 | 7.9% | |
| s | 848 | 7.9% |
| A | 608 | 5.7% |
| i | 520 | 4.9% |
| t | 481 | 4.5% |
| b | 380 | 3.5% |
| Other values (18) | 2424 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7831 | |
| Uppercase Letter | 2031 | 19.0% |
| Space Separator | 850 | 7.9% |
| Open Punctuation | 1 | < 0.1% |
| Close Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 1424 | |
| a | 1184 | |
| e | 1091 | |
| s | 848 | |
| i | 520 | 6.6% |
| t | 481 | 6.1% |
| b | 380 | 4.9% |
| u | 342 | 4.4% |
| r | 317 | 4.0% |
| g | 279 | 3.6% |
| Other values (9) | 965 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 904 | |
| A | 608 | |
| M | 290 | 14.3% |
| I | 101 | 5.0% |
| E | 89 | 4.4% |
| F | 39 | 1.9% |
Space Separator
| Value | Count | Frequency (%) |
| 850 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 1 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9862 | |
| Common | 852 | 8.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 1424 | |
| a | 1184 | |
| e | 1091 | |
| B | 904 | |
| s | 848 | |
| A | 608 | 6.2% |
| i | 520 | 5.3% |
| t | 481 | 4.9% |
| b | 380 | 3.9% |
| u | 342 | 3.5% |
| Other values (15) | 2080 |
Common
| Value | Count | Frequency (%) |
| 850 | ||
| ( | 1 | 0.1% |
| ) | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10714 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 1424 | |
| a | 1184 | |
| e | 1091 | |
| B | 904 | 8.4% |
| 850 | 7.9% | |
| s | 848 | 7.9% |
| A | 608 | 5.7% |
| i | 520 | 4.9% |
| t | 481 | 4.5% |
| b | 380 | 3.5% |
| Other values (18) | 2424 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 938 | |
| False | 95 | 9.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 872 | |
| True | 161 | 15.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 66 |
| Value | Count | Frequency (%) |
| False | 967 | |
| True | 66 | 6.4% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 13 |
| Missing (%) | 1.3% |
| Memory size | 8.2 KiB |
| White | |
|---|---|
| Asian | |
| Black/Black British African | |
| Other ethnic background | |
| Other Black Background | 3 |
Length
| Max length | 27 |
|---|---|
| Median length | 5 |
| Mean length | 9.851960784 |
| Min length | 5 |
Characters and Unicode
| Total characters | 10049 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Asian |
|---|---|
| 2nd row | White |
| 3rd row | Asian |
| 4th row | White |
| 5th row | Asian |
Common Values
| Value | Count | Frequency (%) |
| White | 501 | |
| Asian | 279 | |
| Black/Black British African | 159 | 15.4% |
| Other ethnic background | 76 | 7.4% |
| Other Black Background | 3 | 0.3% |
| Mixed White and Asian | 2 | 0.2% |
| (Missing) | 13 | 1.3% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| white | 503 | |
| asian | 281 | |
| black/black | 159 | 10.6% |
| british | 159 | 10.6% |
| african | 159 | 10.6% |
| other | 79 | 5.3% |
| background | 79 | 5.3% |
| ethnic | 76 | 5.1% |
| black | 3 | 0.2% |
| mixed | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1339 | |
| a | 842 | 8.4% |
| t | 817 | 8.1% |
| h | 817 | 8.1% |
| e | 660 | 6.6% |
| c | 635 | 6.3% |
| n | 597 | 5.9% |
| W | 503 | 5.0% |
| B | 483 | 4.8% |
| 482 | 4.8% | |
| Other values (15) | 2874 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7901 | |
| Uppercase Letter | 1507 | 15.0% |
| Space Separator | 482 | 4.8% |
| Other Punctuation | 159 | 1.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 1339 | |
| a | 842 | |
| t | 817 | |
| h | 817 | |
| e | 660 | |
| c | 635 | |
| n | 597 | |
| r | 476 | 6.0% |
| s | 440 | 5.6% |
| k | 400 | 5.1% |
| Other values (8) | 878 |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 503 | |
| B | 483 | |
| A | 440 | |
| O | 79 | 5.2% |
| M | 2 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 482 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 159 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9408 | |
| Common | 641 | 6.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 1339 | |
| a | 842 | 8.9% |
| t | 817 | 8.7% |
| h | 817 | 8.7% |
| e | 660 | 7.0% |
| c | 635 | 6.7% |
| n | 597 | 6.3% |
| W | 503 | 5.3% |
| B | 483 | 5.1% |
| r | 476 | 5.1% |
| Other values (13) | 2239 |
Common
| Value | Count | Frequency (%) |
| 482 | ||
| / | 159 | 24.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10049 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 1339 | |
| a | 842 | 8.4% |
| t | 817 | 8.1% |
| h | 817 | 8.1% |
| e | 660 | 6.6% |
| c | 635 | 6.3% |
| n | 597 | 5.9% |
| W | 503 | 5.0% |
| B | 483 | 4.8% |
| 482 | 4.8% | |
| Other values (15) | 2874 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.762826718 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4920 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 639 | |
| Female | 394 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| male | 639 | |
| female | 394 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1427 | |
| a | 1033 | |
| l | 1033 | |
| M | 639 | |
| F | 394 | 8.0% |
| m | 394 | 8.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3887 | |
| Uppercase Letter | 1033 | 21.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1427 | |
| a | 1033 | |
| l | 1033 | |
| m | 394 | 10.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 639 | |
| F | 394 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4920 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1427 | |
| a | 1033 | |
| l | 1033 | |
| M | 639 | |
| F | 394 | 8.0% |
| m | 394 | 8.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4920 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1427 | |
| a | 1033 | |
| l | 1033 | |
| M | 639 | |
| F | 394 | 8.0% |
| m | 394 | 8.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 874 | |
| True | 159 | 15.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 71 |
| Missing (%) | 6.9% |
| Memory size | 2.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 579 | |
| False | 383 | |
| (Missing) | 71 | 6.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 69 |
| Missing (%) | 6.7% |
| Memory size | 2.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 497 | |
| False | 467 | |
| (Missing) | 69 | 6.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 37 |
| Missing (%) | 3.6% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 37 |
| Value | Count | Frequency (%) |
| False | 535 | |
| True | 461 | |
| (Missing) | 37 | 3.6% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 231 |
| Missing (%) | 22.4% |
| Memory size | 8.2 KiB |
| 3.0 | |
|---|---|
| 5.0 | |
| 4.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2406 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 5.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 223 | |
| 5.0 | 167 | |
| 4.0 | 156 | |
| 2.0 | 138 | |
| 1.0 | 118 | |
| (Missing) | 231 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 3.0 | 223 | |
| 5.0 | 167 | |
| 4.0 | 156 | |
| 2.0 | 138 | |
| 1.0 | 118 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 802 | |
| 0 | 802 | |
| 3 | 223 | 9.3% |
| 5 | 167 | 6.9% |
| 4 | 156 | 6.5% |
| 2 | 138 | 5.7% |
| 1 | 118 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1604 | |
| Other Punctuation | 802 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 802 | |
| 3 | 223 | 13.9% |
| 5 | 167 | 10.4% |
| 4 | 156 | 9.7% |
| 2 | 138 | 8.6% |
| 1 | 118 | 7.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 802 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2406 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 802 | |
| 0 | 802 | |
| 3 | 223 | 9.3% |
| 5 | 167 | 6.9% |
| 4 | 156 | 6.5% |
| 2 | 138 | 5.7% |
| 1 | 118 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2406 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 802 | |
| 0 | 802 | |
| 3 | 223 | 9.3% |
| 5 | 167 | 6.9% |
| 4 | 156 | 6.5% |
| 2 | 138 | 5.7% |
| 1 | 118 | 4.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 734 | |
| False | 299 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 158 |
| Missing (%) | 15.3% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True | 19 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 856 | |
| True | 19 | 1.8% |
| (Missing) | 158 | 15.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 69 |
| Missing (%) | 6.7% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 69 |
| Value | Count | Frequency (%) |
| False | 809 | |
| True | 155 | 15.0% |
| (Missing) | 69 | 6.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 7 |
| Missing (%) | 0.7% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True | 24 |
| (Missing) | 7 |
| Value | Count | Frequency (%) |
| False | 1002 | |
| True | 24 | 2.3% |
| (Missing) | 7 | 0.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 5 |
| Missing (%) | 0.5% |
| Memory size | 2.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 5 |
| Value | Count | Frequency (%) |
| True | 568 | |
| False | 460 | |
| (Missing) | 5 | 0.5% |
| Distinct | 60 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 54 |
| Missing (%) | 5.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.113381 |
| Minimum | 72 |
|---|---|
| Maximum | 168 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 72 |
|---|---|
| 5-th percentile | 82 |
| Q1 | 96 |
| median | 104 |
| Q3 | 120 |
| 95-th percentile | 152 |
| Maximum | 168 |
| Range | 96 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 20.20580245 |
|---|---|
| Coefficient of variation (CV) | 0.1851817098 |
| Kurtosis | 0.8416214006 |
| Mean | 109.113381 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.9814397744 |
| Sum | 106822 |
| Variance | 408.2744527 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 96 | 84 | 8.1% |
| 104 | 51 | 4.9% |
| 128 | 47 | 4.5% |
| 80 | 36 | 3.5% |
| 120 | 36 | 3.5% |
| 112 | 35 | 3.4% |
| 84 | 35 | 3.4% |
| 88 | 33 | 3.2% |
| 100 | 33 | 3.2% |
| 103 | 30 | 2.9% |
| Other values (50) | 559 | |
| (Missing) | 54 | 5.2% |
| Value | Count | Frequency (%) |
| 72 | 4 | 0.4% |
| 80 | 36 | |
| 82 | 22 | |
| 84 | 35 | |
| 85 | 1 | 0.1% |
| 86 | 10 | 1.0% |
| 87 | 5 | 0.5% |
| 88 | 33 | |
| 89 | 7 | 0.7% |
| 90 | 6 | 0.6% |
| Value | Count | Frequency (%) |
| 168 | 25 | |
| 162 | 5 | 0.5% |
| 160 | 8 | 0.8% |
| 155 | 1 | 0.1% |
| 153 | 8 | 0.8% |
| 152 | 15 | |
| 148 | 6 | 0.6% |
| 146 | 4 | 0.4% |
| 144 | 18 | |
| 136 | 6 | 0.6% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 160 |
| Missing (%) | 15.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.924398625 |
| Minimum | 2 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.385131692 |
|---|---|
| Coefficient of variation (CV) | 0.2812793596 |
| Kurtosis | 0.3617214903 |
| Mean | 4.924398625 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7507784704 |
| Sum | 4299 |
| Variance | 1.918589804 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 290 | |
| 5 | 256 | |
| 6 | 120 | |
| 3 | 82 | 7.9% |
| 8 | 53 | 5.1% |
| 7 | 51 | 4.9% |
| 2 | 11 | 1.1% |
| 9 | 10 | 1.0% |
| (Missing) | 160 |
| Value | Count | Frequency (%) |
| 2 | 11 | 1.1% |
| 3 | 82 | 7.9% |
| 4 | 290 | |
| 5 | 256 | |
| 6 | 120 | |
| 7 | 51 | 4.9% |
| 8 | 53 | 5.1% |
| 9 | 10 | 1.0% |
| Value | Count | Frequency (%) |
| 9 | 10 | 1.0% |
| 8 | 53 | 5.1% |
| 7 | 51 | 4.9% |
| 6 | 120 | |
| 5 | 256 | |
| 4 | 290 | |
| 3 | 82 | 7.9% |
| 2 | 11 | 1.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 161 |
| Missing (%) | 15.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.774082569 |
| Minimum | 2 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 9 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.19916459 |
|---|---|
| Coefficient of variation (CV) | 0.2511822057 |
| Kurtosis | 0.761532845 |
| Mean | 4.774082569 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.569859444 |
| Sum | 4163 |
| Variance | 1.437995713 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 345 | |
| 5 | 256 | |
| 6 | 124 | 12.0% |
| 7 | 60 | 5.8% |
| 3 | 46 | 4.5% |
| 2 | 22 | 2.1% |
| 8 | 14 | 1.4% |
| 9 | 5 | 0.5% |
| (Missing) | 161 |
| Value | Count | Frequency (%) |
| 2 | 22 | 2.1% |
| 3 | 46 | 4.5% |
| 4 | 345 | |
| 5 | 256 | |
| 6 | 124 | 12.0% |
| 7 | 60 | 5.8% |
| 8 | 14 | 1.4% |
| 9 | 5 | 0.5% |
| Value | Count | Frequency (%) |
| 9 | 5 | 0.5% |
| 8 | 14 | 1.4% |
| 7 | 60 | 5.8% |
| 6 | 124 | 12.0% |
| 5 | 256 | |
| 4 | 345 | |
| 3 | 46 | 4.5% |
| 2 | 22 | 2.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 60 |
| Missing (%) | 5.8% |
| Memory size | 2.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 519 | |
| False | 454 | |
| (Missing) | 60 | 5.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 109 |
| Missing (%) | 10.6% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True | |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 545 | |
| True | 379 | |
| (Missing) | 109 | 10.6% |
Previous work
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Memory size | 2.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 3 |
| Value | Count | Frequency (%) |
| True | 538 | |
| False | 492 | |
| (Missing) | 3 | 0.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 162 |
| Missing (%) | 15.7% |
| Memory size | 2.1 KiB |
| False | |
|---|---|
| True | |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 626 | |
| True | 245 | 23.7% |
| (Missing) | 162 | 15.7% |
| Distinct | 63 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.07751938 |
| Minimum | 20 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 64 |
| median | 76 |
| Q3 | 88 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 80 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.7430199 |
|---|---|
| Coefficient of variation (CV) | 0.2096901979 |
| Kurtosis | -0.6289405519 |
| Mean | 75.07751938 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.395967175 |
| Sum | 77480 |
| Variance | 247.8426755 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 34 | 3.3% |
| 92 | 31 | 3.0% |
| 95 | 29 | 2.8% |
| 74 | 28 | 2.7% |
| 96 | 27 | 2.6% |
| 81 | 27 | 2.6% |
| 90 | 27 | 2.6% |
| 72 | 26 | 2.5% |
| 88 | 25 | 2.4% |
| 65 | 25 | 2.4% |
| Other values (53) | 753 |
| Value | Count | Frequency (%) |
| 20 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 40 | 6 | |
| 41 | 6 | |
| 42 | 14 | |
| 43 | 3 | 0.3% |
| 44 | 8 | |
| 45 | 12 | |
| 46 | 7 | |
| 47 | 10 |
| Value | Count | Frequency (%) |
| 100 | 15 | |
| 99 | 15 | |
| 98 | 20 | |
| 97 | 15 | |
| 96 | 27 | |
| 95 | 29 | |
| 94 | 25 | |
| 93 | 13 | |
| 92 | 31 | |
| 91 | 16 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.71414729 |
| Minimum | 30 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 46 |
| median | 58 |
| Q3 | 71 |
| 95-th percentile | 82 |
| Maximum | 85 |
| Range | 55 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.24820418 |
|---|---|
| Coefficient of variation (CV) | 0.2426707164 |
| Kurtosis | -1.117789841 |
| Mean | 58.71414729 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.1441683938 |
| Sum | 60593 |
| Variance | 203.0113225 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41 | 38 | 3.7% |
| 44 | 34 | 3.3% |
| 43 | 34 | 3.3% |
| 45 | 34 | 3.3% |
| 47 | 31 | 3.0% |
| 46 | 29 | 2.8% |
| 80 | 29 | 2.8% |
| 42 | 28 | 2.7% |
| 40 | 27 | 2.6% |
| 50 | 26 | 2.5% |
| Other values (46) | 722 |
| Value | Count | Frequency (%) |
| 30 | 5 | |
| 31 | 4 | |
| 32 | 5 | |
| 33 | 5 | |
| 34 | 4 | |
| 35 | 5 | |
| 36 | 6 | |
| 37 | 2 | 0.2% |
| 38 | 6 | |
| 39 | 6 |
| Value | Count | Frequency (%) |
| 85 | 19 | |
| 84 | 17 | |
| 83 | 12 | |
| 82 | 13 | |
| 81 | 8 | 0.8% |
| 80 | 29 | |
| 79 | 17 | |
| 78 | 13 | |
| 77 | 24 | |
| 76 | 20 |
| Distinct | 58 |
|---|---|
| Distinct (%) | 6.3% |
| Missing | 110 |
| Missing (%) | 10.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.36078007 |
| Minimum | 0 |
|---|---|
| Maximum | 87 |
| Zeros | 2 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 48 |
| median | 60 |
| Q3 | 74 |
| 95-th percentile | 83 |
| Maximum | 87 |
| Range | 87 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 15.50092224 |
|---|---|
| Coefficient of variation (CV) | 0.256804538 |
| Kurtosis | -0.7390363903 |
| Mean | 60.36078007 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.1851098572 |
| Sum | 55713 |
| Variance | 240.2785903 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79 | 27 | 2.6% |
| 40 | 27 | 2.6% |
| 55 | 25 | 2.4% |
| 71 | 25 | 2.4% |
| 49 | 23 | 2.2% |
| 81 | 23 | 2.2% |
| 62 | 22 | 2.1% |
| 46 | 22 | 2.1% |
| 83 | 22 | 2.1% |
| 58 | 21 | 2.0% |
| Other values (48) | 686 | |
| (Missing) | 110 | 10.6% |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.2% |
| 30 | 3 | 0.3% |
| 31 | 6 | |
| 32 | 11 | |
| 33 | 9 | |
| 34 | 6 | |
| 35 | 14 | |
| 36 | 7 | |
| 37 | 5 | 0.5% |
| 38 | 12 |
| Value | Count | Frequency (%) |
| 87 | 12 | |
| 85 | 15 | |
| 84 | 14 | |
| 83 | 22 | |
| 82 | 18 | |
| 81 | 23 | |
| 80 | 16 | |
| 79 | 27 | |
| 78 | 19 | |
| 77 | 18 |
| Distinct | 57 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 269 |
| Missing (%) | 26.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.45418848 |
| Minimum | 0 |
|---|---|
| Maximum | 85 |
| Zeros | 7 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 45 |
| median | 58 |
| Q3 | 71.25 |
| 95-th percentile | 82 |
| Maximum | 85 |
| Range | 85 |
| Interquartile range (IQR) | 26.25 |
Descriptive statistics
| Standard deviation | 15.73808383 |
|---|---|
| Coefficient of variation (CV) | 0.269237915 |
| Kurtosis | 0.1792101405 |
| Mean | 58.45418848 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.3377345833 |
| Sum | 44659 |
| Variance | 247.6872826 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43 | 25 | 2.4% |
| 41 | 24 | 2.3% |
| 44 | 23 | 2.2% |
| 52 | 22 | 2.1% |
| 63 | 20 | 1.9% |
| 45 | 20 | 1.9% |
| 76 | 19 | 1.8% |
| 66 | 19 | 1.8% |
| 65 | 19 | 1.8% |
| 42 | 19 | 1.8% |
| Other values (47) | 554 | |
| (Missing) | 269 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 30 | 2 | 0.2% |
| 31 | 6 | |
| 32 | 2 | 0.2% |
| 33 | 5 | |
| 34 | 5 | |
| 35 | 7 | |
| 36 | 10 | |
| 37 | 12 | |
| 38 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 85 | 13 | |
| 84 | 15 | |
| 83 | 10 | |
| 82 | 17 | |
| 81 | 6 | 0.6% |
| 80 | 17 | |
| 79 | 13 | |
| 78 | 12 | |
| 77 | 12 | |
| 76 | 19 |
| Distinct | 166 |
|---|---|
| Distinct (%) | 16.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.11660207 |
| Minimum | 20.5 |
|---|---|
| Maximum | 84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 20.5 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 51 |
| median | 59.33333333 |
| Q3 | 66.33333333 |
| 95-th percentile | 74.66666667 |
| Maximum | 84 |
| Range | 63.5 |
| Interquartile range (IQR) | 15.33333333 |
Descriptive statistics
| Standard deviation | 11.2569827 |
|---|---|
| Coefficient of variation (CV) | 0.1936965049 |
| Kurtosis | -0.2948603498 |
| Mean | 58.11660207 |
| Median Absolute Deviation (MAD) | 7.333333333 |
| Skewness | -0.4223969715 |
| Sum | 59976.33333 |
| Variance | 126.7196594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59.33333333 | 24 | 2.3% |
| 58.33333333 | 19 | 1.8% |
| 67.33333333 | 17 | 1.6% |
| 60 | 17 | 1.6% |
| 67 | 16 | 1.5% |
| 64 | 16 | 1.5% |
| 60.66666667 | 16 | 1.5% |
| 57 | 15 | 1.5% |
| 61 | 15 | 1.5% |
| 56.33333333 | 15 | 1.5% |
| Other values (156) | 862 |
| Value | Count | Frequency (%) |
| 20.5 | 1 | 0.1% |
| 27.33333333 | 1 | 0.1% |
| 27.66666667 | 1 | 0.1% |
| 30 | 5 | |
| 31 | 4 | |
| 32 | 5 | |
| 33 | 5 | |
| 34 | 4 | |
| 35 | 6 | |
| 36 | 8 |
| Value | Count | Frequency (%) |
| 84 | 1 | 0.1% |
| 82.66666667 | 1 | 0.1% |
| 82 | 2 | |
| 81 | 2 | |
| 80.66666667 | 1 | 0.1% |
| 80.5 | 1 | 0.1% |
| 80.33333333 | 2 | |
| 80 | 3 | |
| 79 | 3 | |
| 78.5 | 1 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 2.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 1 |
| Value | Count | Frequency (%) |
| True | 848 | |
| False | 184 | 17.8% |
| (Missing) | 1 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.016472868 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.303847906 |
|---|---|
| Coefficient of variation (CV) | 0.3246250998 |
| Kurtosis | -0.7057159947 |
| Mean | 4.016472868 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.02471814333 |
| Sum | 4145 |
| Variance | 1.700019361 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 373 | |
| 4 | 218 | |
| 6 | 189 | |
| 5 | 183 | |
| 2 | 36 | 3.5% |
| 1 | 33 | 3.2% |
| (Missing) | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 33 | 3.2% |
| 2 | 36 | 3.5% |
| 3 | 373 | |
| 4 | 218 | |
| 5 | 183 | |
| 6 | 189 |
| Value | Count | Frequency (%) |
| 6 | 189 | |
| 5 | 183 | |
| 4 | 218 | |
| 3 | 373 | |
| 2 | 36 | 3.5% |
| 1 | 33 | 3.2% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 8 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.834146341 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 208 |
| Zeros (%) | 20.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.251485398 |
|---|---|
| Coefficient of variation (CV) | 0.6823258154 |
| Kurtosis | -0.8062111839 |
| Mean | 1.834146341 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.01364452657 |
| Sum | 1880 |
| Variance | 1.566215701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 349 | |
| 2 | 231 | |
| 0 | 208 | |
| 1 | 199 | |
| 5 | 20 | 1.9% |
| 4 | 18 | 1.7% |
| (Missing) | 8 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 208 | |
| 1 | 199 | |
| 2 | 231 | |
| 3 | 349 | |
| 4 | 18 | 1.7% |
| 5 | 20 | 1.9% |
| Value | Count | Frequency (%) |
| 5 | 20 | 1.9% |
| 4 | 18 | 1.7% |
| 3 | 349 | |
| 2 | 231 | |
| 1 | 199 | |
| 0 | 208 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5639534884 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 848 |
| Zeros (%) | 82.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.309437159 |
|---|---|
| Coefficient of variation (CV) | 2.321888571 |
| Kurtosis | 3.595023888 |
| Mean | 0.5639534884 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.20925508 |
| Sum | 582 |
| Variance | 1.714625674 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 848 | |
| 2 | 53 | 5.1% |
| 3 | 50 | 4.8% |
| 4 | 39 | 3.8% |
| 5 | 32 | 3.1% |
| 1 | 10 | 1.0% |
| (Missing) | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 848 | |
| 1 | 10 | 1.0% |
| 2 | 53 | 5.1% |
| 3 | 50 | 4.8% |
| 4 | 39 | 3.8% |
| 5 | 32 | 3.1% |
| Value | Count | Frequency (%) |
| 5 | 32 | 3.1% |
| 4 | 39 | 3.8% |
| 3 | 50 | 4.8% |
| 2 | 53 | 5.1% |
| 1 | 10 | 1.0% |
| 0 | 848 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.234496124 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 423 |
| Zeros (%) | 40.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.364384136 |
|---|---|
| Coefficient of variation (CV) | 1.105215407 |
| Kurtosis | -0.06991856543 |
| Mean | 1.234496124 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9483452924 |
| Sum | 1274 |
| Variance | 1.861544072 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 423 | |
| 1 | 252 | |
| 2 | 165 | 16.0% |
| 3 | 96 | 9.3% |
| 4 | 76 | 7.4% |
| 5 | 20 | 1.9% |
| (Missing) | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 423 | |
| 1 | 252 | |
| 2 | 165 | 16.0% |
| 3 | 96 | 9.3% |
| 4 | 76 | 7.4% |
| 5 | 20 | 1.9% |
| Value | Count | Frequency (%) |
| 5 | 20 | 1.9% |
| 4 | 76 | 7.4% |
| 3 | 96 | 9.3% |
| 2 | 165 | 16.0% |
| 1 | 252 | |
| 0 | 423 |
Late Submission
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 8.2 KiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 2.0 | |
| 3.0 | 25 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3096 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 423 | |
| 0.0 | 409 | |
| 2.0 | 175 | |
| 3.0 | 25 | 2.4% |
| (Missing) | 1 | 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1.0 | 423 | |
| 0.0 | 409 | |
| 2.0 | 175 | |
| 3.0 | 25 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1441 | |
| . | 1032 | |
| 1 | 423 | 13.7% |
| 2 | 175 | 5.7% |
| 3 | 25 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2064 | |
| Other Punctuation | 1032 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1441 | |
| 1 | 423 | 20.5% |
| 2 | 175 | 8.5% |
| 3 | 25 | 1.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3096 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1441 | |
| . | 1032 | |
| 1 | 423 | 13.7% |
| 2 | 175 | 5.7% |
| 3 | 25 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3096 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1441 | |
| . | 1032 | |
| 1 | 423 | 13.7% |
| 2 | 175 | 5.7% |
| 3 | 25 | 0.8% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.62080103 |
| Minimum | 16.66666667 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 16.66666667 |
|---|---|
| 5-th percentile | 33.33333333 |
| Q1 | 100 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 83.33333333 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 19.83237346 |
|---|---|
| Coefficient of variation (CV) | 0.216461472 |
| Kurtosis | 3.835663087 |
| Mean | 91.62080103 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.272267351 |
| Sum | 94552.66667 |
| Variance | 393.3230371 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 848 | |
| 33.33333333 | 52 | 5.0% |
| 50 | 50 | 4.8% |
| 66.66666667 | 39 | 3.8% |
| 83.33333333 | 32 | 3.1% |
| 16.66666667 | 10 | 1.0% |
| 86 | 1 | 0.1% |
| (Missing) | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 16.66666667 | 10 | 1.0% |
| 33.33333333 | 52 | 5.0% |
| 50 | 50 | 4.8% |
| 66.66666667 | 39 | 3.8% |
| 83.33333333 | 32 | 3.1% |
| 86 | 1 | 0.1% |
| 100 | 848 |
| Value | Count | Frequency (%) |
| 100 | 848 | |
| 86 | 1 | 0.1% |
| 83.33333333 | 32 | 3.1% |
| 66.66666667 | 39 | 3.8% |
| 50 | 50 | 4.8% |
| 33.33333333 | 52 | 5.0% |
| 16.66666667 | 10 | 1.0% |
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Course | UCAS | 25 Above | Disability | Ethnicity | Gender | desertion | British | English native Language | Parent He attendance | Polar 4 Score | SLC | Care Leaver | Student Visa | Refugee | London Permanent Residence | UCAS Points | English | Maths | A Levels | Btec | Previous work | Bursary | Attendance | AWM year 1 | AWM year 2 | AWM year 3 | Overall AWM | Progress | First Sit | Second Sit | Fails | No Submissions | Late Submission | Pass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | BA Business Manangement Enterpreneurship and Innovation | no | no | no | Asian | Male | no | no | no | yes | NaN | no | no | yes | no | yes | 98.0 | 5.0 | 4.0 | yes | no | yes | no | 86.0 | 85.0 | 58.0 | 43.0 | 62.0 | yes | 3.0 | 3.0 | 0.0 | 2.0 | 2.0 | 100.0 |
| 1 | BA Business Management | no | no | no | White | Male | yes | no | no | yes | 2.0 | yes | no | no | no | no | 101.0 | 5.0 | 5.0 | yes | no | yes | yes | 55.0 | 40.0 | 32.0 | NaN | 36.0 | no | 1.0 | 2.0 | 5.0 | 3.0 | 0.0 | 83.333333 |
| 2 | BA Business Management Enterpreneurship and Innovation | no | no | no | Asian | Male | yes | yes | yes | yes | NaN | yes | no | no | no | yes | 129.0 | 4.0 | 4.0 | yes | no | yes | no | 57.0 | 41.0 | NaN | NaN | 41.0 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 |
| 3 | BA Business Management | no | yes | no | White | Female | yes | no | no | no | 3.0 | yes | no | no | no | yes | 110.0 | 9.0 | 8.0 | yes | no | yes | no | 48.0 | 41.0 | 43.0 | NaN | 42.0 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 |
| 4 | BA Business Management Enterpreneurship and Innovation | no | no | no | Asian | Male | no | yes | yes | yes | NaN | yes | no | no | no | yes | 130.0 | 6.0 | 5.0 | yes | no | yes | no | 83.0 | 55.0 | 49.0 | 59.0 | 54.333333 | yes | 4.0 | 2.0 | 0.0 | 2.0 | 0.0 | 100.0 |
| 5 | BA Business Management Enterpreneurship and Innovation | yes | no | no | Asian | Male | no | yes | yes | yes | 3.0 | yes | no | no | no | yes | 112.0 | 6.0 | 4.0 | no | yes | no | no | 71.0 | 46.0 | 46.0 | 43.0 | 45.0 | yes | 3.0 | 3.0 | 0.0 | 0.0 | 1.0 | 100.0 |
| 6 | BA Business Management Marketing | yes | no | no | White | Male | no | no | yes | no | 5.0 | no | no | yes | no | no | 89.0 | 6.0 | 5.0 | yes | no | no | no | 96.0 | 78.0 | 70.0 | 79.0 | 75.666667 | yes | 4.0 | 2.0 | 0.0 | 0.0 | 2.0 | 100.0 |
| 7 | BA Business Management Enterpreneurship and Innovation | yes | no | no | White | Male | no | yes | yes | no | NaN | yes | no | no | no | yes | 103.0 | 4.0 | 5.0 | yes | no | no | no | 67.0 | 43.0 | 85.0 | 61.0 | 63.0 | yes | 3.0 | 3.0 | 0.0 | 3.0 | 0.0 | 100.0 |
| 8 | BA Business Management Enterpreneurship and Innovation | yes | no | no | White | Male | no | yes | yes | no | 2.0 | no | no | no | no | yes | 128.0 | 4.0 | 4.0 | no | yes | no | yes | 89.0 | 76.0 | 58.0 | 44.0 | 59.333333 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 |
| 9 | BA Business Management | yes | no | no | White | Female | no | yes | yes | no | 2.0 | no | no | no | no | no | 91.0 | 4.0 | 4.0 | no | no | no | no | 92.0 | 49.0 | 83.0 | 67.0 | 66.333333 | yes | 6.0 | 0.0 | 0.0 | 1.0 | 1.0 | 100.0 |
Last rows
| Course | UCAS | 25 Above | Disability | Ethnicity | Gender | desertion | British | English native Language | Parent He attendance | Polar 4 Score | SLC | Care Leaver | Student Visa | Refugee | London Permanent Residence | UCAS Points | English | Maths | A Levels | Btec | Previous work | Bursary | Attendance | AWM year 1 | AWM year 2 | AWM year 3 | Overall AWM | Progress | First Sit | Second Sit | Fails | No Submissions | Late Submission | Pass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1023 | BA | yes | no | no | Asian | Male | no | no | no | yes | 5.0 | yes | no | no | no | no | 107.0 | 6.0 | 7.0 | no | yes | no | no | 96.0 | 80.0 | NaN | NaN | 80.0 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 1.0 | 100.0 |
| 1024 | BA | yes | yes | no | White | Male | no | yes | NaN | no | 3.0 | yes | no | no | no | no | 103.0 | 5.0 | 6.0 | no | yes | yes | no | 67.0 | 40.0 | NaN | NaN | 40.0 | yes | 1.0 | 5.0 | 0.0 | 3.0 | 0.0 | 100.0 |
| 1025 | BA | yes | no | no | NaN | Male | no | yes | NaN | yes | NaN | yes | NaN | no | no | no | 100.0 | 5.0 | 4.0 | yes | no | yes | no | 70.0 | 53.0 | NaN | NaN | 53.0 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 1.0 | 100.0 |
| 1026 | BA | yes | yes | no | NaN | Female | no | no | no | yes | 3.0 | yes | NaN | no | no | no | 113.0 | 3.0 | 6.0 | no | yes | no | no | 64.0 | 73.0 | NaN | NaN | 73.0 | yes | 3.0 | 3.0 | 0.0 | 2.0 | 1.0 | 100.0 |
| 1027 | BA | yes | yes | no | NaN | Male | no | yes | no | yes | 2.0 | yes | NaN | no | no | yes | 118.0 | 5.0 | 5.0 | yes | no | yes | yes | 96.0 | 68.0 | NaN | NaN | 68.0 | yes | 3.0 | 3.0 | 0.0 | 1.0 | 0.0 | 100.0 |
| 1028 | BA | yes | no | no | Other ethnic background | Female | yes | no | yes | no | 2.0 | yes | NaN | no | no | no | 102.0 | 4.0 | 4.0 | yes | no | yes | no | 55.0 | 45.0 | NaN | NaN | 45.0 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 1.0 | 100.0 |
| 1029 | BA | yes | no | no | NaN | Male | no | yes | yes | yes | 4.0 | yes | no | no | no | yes | 109.0 | 4.0 | 4.0 | yes | no | yes | no | 66.0 | 77.0 | NaN | NaN | 77.0 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 |
| 1030 | BA | no | yes | no | Asian | Female | yes | no | no | no | 1.0 | no | no | no | no | no | 104.0 | 6.0 | 5.0 | yes | no | yes | no | 42.0 | 33.0 | NaN | NaN | 33.0 | no | 1.0 | 1.0 | 2.0 | 4.0 | 1.0 | 33.333333 |
| 1031 | BA | no | yes | no | Other ethnic background | Male | no | no | no | yes | 4.0 | yes | no | no | no | no | 101.0 | 6.0 | 6.0 | no | yes | no | no | 60.0 | 76.0 | NaN | NaN | 76.0 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 |
| 1032 | BA | no | yes | no | Other ethnic background | Female | no | no | no | no | NaN | no | no | yes | no | no | 104.0 | 8.0 | 4.0 | no | no | no | no | 71.0 | 80.0 | NaN | NaN | 80.0 | yes | 6.0 | 0.0 | 0.0 | 0.0 | 0.0 | 100.0 |